ANALYTICS
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Alternatives · analytics tools
Dagster alternatives
The best Dagster alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 19, 2026
Looking for the best alternatives to Dagster? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, Dagster shipped 1 meaningful update in the last 30 days and carries a velocity score of 6.3 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About Dagster
Dagster is turning declarative automation from an asset feature into the way the whole platform schedules work.
Dagster ships a core/libraries pair on a near-weekly cadence, and the release notes read like an engineering log: a few genuinely new capabilities per version, a long bugfix tail, and steady community contributions. The current cycle is concentrated in three places — Declarative Automation, the dbt-on-Snowflake integration, and asset health reporting. Serverless and Kubernetes deployment paths get frequent hardening.
Velocity 6.3 · Last update 4d ago
Top 12 alternatives to Dagster
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
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Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
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Rho's release machinery finally produced a stable build — and it shipped no new product.
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OpenCTI spends a release unblocking queues and hardening upserts
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After its largest release, OpenObserve is patching the seams.
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AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
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silx settles into maintenance a release after its PySide6 migration
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Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months
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Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
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TimescaleDB is paying down correctness debt in its columnstore query paths.
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Holistics is adding governance to the AI layer it spent the summer building.
Dagster vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| Dagster (baseline) | 6.3 | 1 | data-orchestrationdeclarative-automationdbt | Declarative Automation can now launch jobs (preview) |
| ApexCharts | 10.0 | 3 | chartingraw-data-inputchart-morphing | Histogram bins raw samples; charts morph between types |
| Usermaven | 8.8 | 3 | product-analyticsreverse-etlmcp | 🔌 Salesforce, Reverse ETL, and connectors: your stack, connected |
| Plotly | 6.3 | 1 | ai-app-buildingplotly-cloudmetered-billing | Custom Domains in Plotly Cloud |
| Rho | 6.3 | 1 | r-ideai-agentsmodel-routing | Agent conversations and provider-routed models land in Rho |
| OpenCTI | 6.3 | 0 | threat-intelligencestixdata-model | — |
| OpenObserve | 6.3 | 1 | observabilitysynthetic-monitoringmcp | v0.92.0 adds synthetic monitoring, workflows, and AI observability |
| AgencyAnalytics | 6.3 | 1 | agency-reportingai-assistantscheduling | Skills in AgencyAI |
| silx | 5.0 | 0 | scientific-computingdata-visualizationsynchrotron | 3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required |
| Grafana Mimir | 5.0 | 0 | metricsprometheus-compatiblehelm | — |
| Dovetail | 5.0 | 0 | digital twinschatagents | — |
| TimescaleDB | 5.0 | 0 | time-seriespostgresqlcolumnstore | — |
| Holistics | 5.0 | 0 | business-intelligenceai-governanceanalytics-as-code | — |
The 12 best Dagster alternatives, in depth
1. ApexCharts · velocity 10.0
Licensing settled, ApexCharts is back to changing what a chart can take as input.
Over the last 30 days ApexCharts shipped 3 meaningful updates vs Dagster's 1, most recently “Histogram bins raw samples; charts morph between types”. Its velocity score of 10.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, ApexCharts focuses on charting, raw data input and chart morphing.
Over the last 30 days ApexCharts has been shipping faster than Dagster — a point in its favour if release momentum matters to you.
Full ApexCharts trajectory → · Compare Dagster vs ApexCharts →
2. Usermaven · velocity 8.8
Usermaven closed the loop: data comes in from anywhere, and now it goes back out.
Over the last 30 days Usermaven shipped 3 meaningful updates vs Dagster's 1, most recently “🔌 Salesforce, Reverse ETL, and connectors: your stack, connected”. Its velocity score of 8.8/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Usermaven focuses on product analytics, reverse etl and mcp.
Over the last 30 days Usermaven has been shipping faster than Dagster — a point in its favour if release momentum matters to you.
Full Usermaven trajectory → · Compare Dagster vs Usermaven →
3. Plotly · velocity 6.3
Plotly is turning its cloud into a metered compute platform with an enterprise on-ramp.
Over the last 30 days Plotly shipped 1 meaningful update vs Dagster's 1, most recently “Custom Domains in Plotly Cloud”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Plotly focuses on ai app building, plotly cloud and metered billing.
Plotly and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
4. Rho · velocity 6.3
Rho's release machinery finally produced a stable build — and it shipped no new product.
Over the last 30 days Rho shipped 1 meaningful update vs Dagster's 1, most recently “Agent conversations and provider-routed models land in Rho”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Rho focuses on r ide, ai agents and model routing.
Rho and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
5. OpenCTI · velocity 6.3
OpenCTI spends a release unblocking queues and hardening upserts.
Over the last 30 days OpenCTI shipped 0 meaningful updates vs Dagster's 1. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, OpenCTI focuses on threat intelligence, stix and data model.
OpenCTI has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
6. OpenObserve · velocity 6.3
After its largest release, OpenObserve is patching the seams.
Over the last 30 days OpenObserve shipped 1 meaningful update vs Dagster's 1, most recently “v0.92.0 adds synthetic monitoring, workflows, and AI observability”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, OpenObserve focuses on observability, synthetic monitoring and mcp.
OpenObserve and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full OpenObserve trajectory → · Compare Dagster vs OpenObserve →
7. AgencyAnalytics · velocity 6.3
AgencyAnalytics is turning its assistant into scheduled agency staff work, not a chat box.
Over the last 30 days AgencyAnalytics shipped 1 meaningful update vs Dagster's 1, most recently “Skills in AgencyAI”. Its velocity score of 6.3/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, AgencyAnalytics focuses on agency reporting, ai assistant and scheduling.
AgencyAnalytics and Dagster have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full AgencyAnalytics trajectory → · Compare Dagster vs AgencyAnalytics →
8. silx · velocity 5.0
Silx settles into maintenance a release after its PySide6 migration.
Over the last 30 days silx shipped 0 meaningful updates vs Dagster's 1, most recently “3.0.0: PySide6 becomes the default Qt binding, Python 3.10 required”. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, silx focuses on scientific computing, data visualization and synchrotron.
silx has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
9. Grafana Mimir · velocity 5.0
Mimir's feed is a weekly Helm bot, with the 3.2 candidate the only real release in months.
Over the last 30 days Grafana Mimir shipped 0 meaningful updates vs Dagster's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Grafana Mimir focuses on metrics, prometheus compatible and helm.
Grafana Mimir has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Grafana Mimir trajectory → · Compare Dagster vs Grafana Mimir →
10. Dovetail · velocity 5.0
Dovetail spent July opening doors to other tools; August is spent making its own rooms easier to enter.
Over the last 30 days Dovetail shipped 0 meaningful updates vs Dagster's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Dovetail focuses on digital twins, chat and agents.
Dovetail has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
11. TimescaleDB · velocity 5.0
TimescaleDB is paying down correctness debt in its columnstore query paths.
Over the last 30 days TimescaleDB shipped 0 meaningful updates vs Dagster's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, TimescaleDB focuses on time series, postgresql and columnstore.
TimescaleDB has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full TimescaleDB trajectory → · Compare Dagster vs TimescaleDB →
12. Holistics · velocity 5.0
Holistics is adding governance to the AI layer it spent the summer building.
Over the last 30 days Holistics shipped 0 meaningful updates vs Dagster's 1. Its velocity score of 5.0/10 blends that with longer-term release cadence.
Where Dagster leans on data orchestration, declarative automation and dbt, Holistics focuses on business intelligence, ai governance and analytics as code.
Holistics has shipped fewer meaningful updates than Dagster in the last 30 days, so weigh it on fit and feature depth rather than recent pace.
Full Holistics trajectory → · Compare Dagster vs Holistics →
Frequently asked questions
What are the best alternatives to Dagster?
The top Dagster alternatives we currently track in analytics tools are ApexCharts, Usermaven, Plotly, Rho, OpenCTI, ranked by recent ship velocity.
How is this list of Dagster alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare Dagster directly with one of these alternatives?
Yes — every card has a "Compare with Dagster" link to a side-by-side /compare page.